{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 风格迁移的实现\n",
    "\n",
    "\n",
    "在这节课中，我们将学会玩图像的风格迁移。\n",
    "\n",
    "\n",
    "我们需要准备两张图像，一张作为化作风格，一张作为图像内容\n",
    "\n",
    "同时，在本文件中，我们还展示了如何实用GPU来进行计算 \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "#导入必要的包\n",
    "from __future__ import print_function\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.autograd import Variable\n",
    "import torch.optim as optim\n",
    "\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import torchvision.transforms as transforms\n",
    "import torchvision.models as models\n",
    "\n",
    "import copy\n",
    "\n",
    "# 是否用GPU计算，如果检测到有安装好的GPU，则利用它来计算\n",
    "use_cuda = torch.cuda.is_available()\n",
    "dtype = torch.cuda.FloatTensor if use_cuda else torch.FloatTensor"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一、准备输入文件\n",
    "\n",
    "我们需要准备两张同样大小的文件，一张作为风格，一张作为内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faed35c95c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faed46714e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#风格图像的路径\n",
    "style = 'images/escher.jpg'\n",
    "\n",
    "#内容图像的路径\n",
    "content = 'images/portrait1.jpg'\n",
    "\n",
    "\n",
    "#风格损失所占比重\n",
    "style_weight=1000\n",
    "\n",
    "#内容损失所占比重\n",
    "content_weight=1\n",
    "\n",
    "#如果内容损失越大，则结果图像就会尽可能保持图像内容不变，否则它会尽可能让风格更靠近目标画作的风格\n",
    "\n",
    "\n",
    "#注意，这两张图片必须同样大小\n",
    "\n",
    "#希望得到的图片大小（越大越清晰，计算越慢）\n",
    "imsize = 128\n",
    "\n",
    "loader = transforms.Compose([\n",
    "    transforms.Resize(imsize),  # 将加载的图像转变为指定的大小\n",
    "    transforms.ToTensor()])  # 将图像转化为tensor\n",
    "\n",
    "\n",
    "def image_loader(image_name):\n",
    "    image = Image.open(image_name)\n",
    "    image = Variable(loader(image))\n",
    "    # 为了适应卷积网络的需要，虚拟一个batch的维度\n",
    "    image = image.unsqueeze(0)\n",
    "    return image\n",
    "\n",
    "style_img = image_loader(style).type(dtype)\n",
    "content_img = image_loader(content).type(dtype)\n",
    "\n",
    "assert style_img.size() == content_img.size(), \\\n",
    "    \"我们需要输入相同尺寸的风格和内容图像\"\n",
    "\n",
    "\n",
    "unloader = transforms.ToPILImage()  # 将其转化为PIL图像（Python Imaging Library） \n",
    "\n",
    "plt.ion()\n",
    "\n",
    "# 绘制图像的函数\n",
    "def imshow(tensor, title=None):\n",
    "    image = tensor.clone().cpu()  # 克隆Tensor防止改变\n",
    "    image = image.view(3, imsize, imsize)  # 删除添加的batch层本文件是集智AI学园http://campus.swarma.org 出品的“火炬上的深度学习”第IV课的配套源代码\n",
    "    image = unloader(image)\n",
    "    plt.imshow(image)\n",
    "    if title is not None:\n",
    "        plt.title(title)\n",
    "    plt.pause(0.001) # 停一会以便更新视图\n",
    "\n",
    "# 打印输入的两张图片看一下\n",
    "plt.figure()\n",
    "imshow(style_img.data, title='Style Image')\n",
    "\n",
    "plt.figure()\n",
    "imshow(content_img.data, title='Content Image')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、风格迁移网络的实现\n",
    "\n",
    "值得注意的是，风格迁移的实现并没有训练一个神经网络，而是将已训练好的卷积神经网络价格直接迁移过来\n",
    "网络的学习过程并不体现为对神经网络权重的训练，而是训练一张输入的图像，让它尽可能地靠近内容图像的内容和风格图像的风格\n",
    "\n",
    "为了实现风格迁移，我们需要在迁移网络的基础上再构建一个计算图，这样可以加速计算。构建计算图分为两部：\n",
    "\n",
    "1、加载一个训练好的CNN；\n",
    "\n",
    "2、在原网络的基础上添加计算风格损失和内容损失的新计算层"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 加载已训练好的大型网络VGG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "cnn = models.vgg19(pretrained=True).features\n",
    "\n",
    "# 如果可能就用GPU计算:\n",
    "if use_cuda:\n",
    "    cnn = cnn.cuda()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 重新定义新的计算模块"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 计算内容损失的神经模块\n",
    "class ContentLoss(nn.Module):\n",
    "\n",
    "    def __init__(self, target, weight):\n",
    "        super(ContentLoss, self).__init__()\n",
    "        # 由于网络的权重都是从target上迁移过来，所以在计算梯度的时候，需要把它和原始计算图分离\n",
    "        self.target = target.detach() * weight\n",
    "        self.weight = weight\n",
    "        self.criterion = nn.MSELoss()\n",
    "\n",
    "    def forward(self, input):\n",
    "        # 输入input为一个特征图\n",
    "        # 它的功能就是计算误差，误差就是当前计算的内容与target之间的均方误差\n",
    "        self.loss = self.criterion(input * self.weight, self.target)\n",
    "        self.output = input\n",
    "        return self.output\n",
    "\n",
    "    def backward(self, retain_graph=True):\n",
    "        # 开始进行反向传播算法\n",
    "        self.loss.backward(retain_graph=retain_graph)\n",
    "        return self.loss\n",
    "    \n",
    "class StyleLoss(nn.Module):\n",
    "    \n",
    "    # 计算风格损失的神经模块\n",
    "\n",
    "    def __init__(self, target, weight):\n",
    "        super(StyleLoss, self).__init__()\n",
    "        self.target = target.detach() * weight\n",
    "        self.weight = weight\n",
    "        #self.gram = GramMatrix()\n",
    "        self.criterion = nn.MSELoss()\n",
    "\n",
    "    def forward(self, input):\n",
    "        # 输入input就是一个特征图\n",
    "        self.output = input.clone()\n",
    "        # 计算本图像的gram矩阵，并将它与target对比\n",
    "        input = input.cuda() if use_cuda else input\n",
    "        self_G = Gram(input)\n",
    "        self_G.mul_(self.weight)\n",
    "        # 计算损失函数，即输入特征图的gram矩阵与目标特征图的gram矩阵之间的差异\n",
    "        self.loss = self.criterion(self_G, self.target)\n",
    "        return self.output\n",
    "\n",
    "    def backward(self, retain_graph=True):\n",
    "        # 反向传播算法\n",
    "        self.loss.backward(retain_graph=retain_graph)\n",
    "        return self.loss\n",
    "    \n",
    "def Gram(input):\n",
    "    # 输入一个特征图，计算gram矩阵\n",
    "    a, b, c, d = input.size()  # a=batch size(=1)\n",
    "    # b=特征图的数量\n",
    "    # (c,d)=特征图的图像尺寸 (N=c*d)\n",
    "\n",
    "    features = input.view(a * b, c * d)  # 将特征图图像扁平化为一个向量\n",
    "\n",
    "    G = torch.mm(features, features.t())  # 计算任意两个像素之间的乘积\n",
    "\n",
    "    # 我们通过除以特征图中的像素数量来归一化特征图\n",
    "    return G.div(a * b * c * d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# 希望计算的内容或者风格层 :\n",
    "content_layers = ['conv_4'] #只考虑第四个卷积层的内容\n",
    "\n",
    "\n",
    "style_layers = ['conv_1', 'conv_2', 'conv_3', 'conv_4', 'conv_5']\n",
    "# 考虑第1、2、3、4、5层的风格损失\n",
    "\n",
    "\n",
    "# 定义列表存储每一个周期的计算损失\n",
    "content_losses = []\n",
    "style_losses = []\n",
    "\n",
    "model = nn.Sequential()  # 一个新的序贯网络模型\n",
    "\n",
    "# 如果有GPU就把这些计算挪到GPU上:\n",
    "if use_cuda:\n",
    "    model = model.cuda()\n",
    "\n",
    "\n",
    "    \n",
    "    \n",
    "# 接下来要做的操作是：循环vgg的每一层，同时构造一个全新的神经网络model\n",
    "# 这个新网络与vgg基本一样，只是多了一些新的层来计算风格损失和内容损失。\n",
    "# 将每层卷积核的数据都加载到新的网络模型model上来\n",
    "i = 1\n",
    "for layer in list(cnn):\n",
    "    if isinstance(layer, nn.Conv2d):\n",
    "        name = \"conv_\" + str(i)\n",
    "        #将已加载的模块放到model这个新的神经模块中\n",
    "        model.add_module(name, layer)\n",
    "\n",
    "        if name in content_layers:\n",
    "            # 如果当前层模型在定义好的要计算内容的层:\n",
    "            target = model(content_img).clone() #将内容图像当前层的feature信息拷贝到target中\n",
    "            content_loss = ContentLoss(target, content_weight) #定义content_loss的目标函数\n",
    "            content_loss = content_loss if use_cuda else content_loss\n",
    "            model.add_module(\"content_loss_\" + str(i), content_loss) #在新网络上加content_loss层\n",
    "            content_losses.append(content_loss)\n",
    "\n",
    "        if name in style_layers:\n",
    "            # 如果当前层在指定的风格层中，进行风格层损失的计算\n",
    "            target_feature = model(style_img).clone()\n",
    "            target_feature = target_feature.cuda() if use_cuda else target_feature\n",
    "            target_feature_gram = Gram(target_feature)\n",
    "            style_loss = StyleLoss(target_feature_gram, style_weight)\n",
    "            style_loss = style_loss.cuda() if use_cuda else style_loss\n",
    "            model.add_module(\"style_loss_\" + str(i), style_loss)\n",
    "            style_losses.append(style_loss)\n",
    "\n",
    "    if isinstance(layer, nn.ReLU):\n",
    "        #如果不是卷积层，则做同样处理\n",
    "        name = \"relu_\" + str(i)\n",
    "        model.add_module(name, layer)\n",
    "\n",
    "        i += 1\n",
    "\n",
    "    if isinstance(layer, nn.MaxPool2d):\n",
    "        name = \"pool_\" + str(i)\n",
    "        model.add_module(name, layer)  # ***\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 二、风格迁移的训练"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 首先，我们需要现准备一张原始的图像，可以是一张噪音图或者就是内容图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faf1f245748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 如果想从调整一张噪声图像开始，请用下面一行的代码\n",
    "input_img = Variable(torch.randn(content_img.data.size())).type(dtype)\n",
    "\n",
    "if use_cuda:\n",
    "    input_img = input_img.cuda()\n",
    "    content_img = content_img.cuda()\n",
    "    style_img = style_img.cuda()\n",
    "# 将选中的待调整图打印出来:\n",
    "plt.figure()\n",
    "imshow(input_img.data, title='Input Image')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 优化输入的图像（训练过程）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "正在构造风格迁移模型..\n",
      "开始优化..\n",
      "运行 0轮:\n",
      "风格损失 : 29564.105469 内容损失: 24.858955\n",
      "\n",
      "运行 50轮:\n",
      "风格损失 : 12.277462 内容损失: 13.226616\n",
      "\n",
      "运行 100轮:\n",
      "风格损失 : 5.895508 内容损失: 11.203554\n",
      "\n",
      "运行 150轮:\n",
      "风格损失 : 4.183310 内容损失: 9.497385\n",
      "\n",
      "运行 200轮:\n",
      "风格损失 : 3.144147 内容损失: 8.279901\n",
      "\n",
      "运行 250轮:\n",
      "风格损失 : 2.428297 内容损失: 7.489252\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7faef47202b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 首先，需要先讲输入图像变成神经网络的参数，这样我们就可以用反向传播算法来调节这个输入图像了\n",
    "input_param = nn.Parameter(input_img.data)\n",
    "\n",
    "#定义个优化器，采用LBFGS优化算法来优化（试验效果很好，它的特点是可以计算大规模数据的梯度下降）\n",
    "optimizer = optim.LBFGS([input_param])\n",
    "\n",
    "# 迭代步数\n",
    "num_steps=300\n",
    "\n",
    "\n",
    "\"\"\"运行风格迁移的主算法过程.\"\"\"\n",
    "print('正在构造风格迁移模型..')\n",
    "\n",
    "print('开始优化..')\n",
    "for i in range(num_steps):\n",
    "    #每一个训练周期\n",
    "    \n",
    "    # 限制输入图像的色彩取值范围在0-1间\n",
    "    input_param.data.clamp_(0, 1)\n",
    "    \n",
    "    # 清空梯度\n",
    "    optimizer.zero_grad()\n",
    "    # 将图像输入构造的神经网络中\n",
    "    model(input_param)\n",
    "    style_score = 0\n",
    "    content_score = 0\n",
    "    \n",
    "    # 每个损失函数层都开始反向传播算法\n",
    "    for sl in style_losses:\n",
    "        style_score += sl.backward()\n",
    "    for cl in content_losses:\n",
    "        content_score += cl.backward()\n",
    "\n",
    "    # 每隔50个周期打印一次训练数据\n",
    "    if i % 50 == 0:\n",
    "        print(\"运行 {}轮:\".format(i))\n",
    "        print('风格损失 : {:4f} 内容损失: {:4f}'.format(\n",
    "            style_score.data[0], content_score.data[0]))\n",
    "        print()\n",
    "    def closure():\n",
    "        return style_score + content_score\n",
    "    #一步优化\n",
    "    optimizer.step(closure)\n",
    "\n",
    "# 做一些修正，防止数据超界...\n",
    "output = input_param.data.clamp_(0, 1)\n",
    "\n",
    "# 打印结果图\n",
    "plt.figure()\n",
    "imshow(output, title='Output Image')\n",
    "\n",
    "plt.ioff()\n",
    "plt.show()"
   ]
  },
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   "source": []
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